svdfeature_src_csv.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import csv\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>perspective</th>\n",
       "      <th>marker</th>\n",
       "      <th>notes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0 </th>\n",
       "      <td>                                      Al-Ahram</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                   al-ahram</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 </th>\n",
       "      <td>                                        Al-Haq</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                      alhaq</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 </th>\n",
       "      <td>                                  Aloni Shlomo</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>                                     Shlomo</td>\n",
       "      <td> All about Israeli warfare, which is more of a ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 </th>\n",
       "      <td>                      American Jewish Congress</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>                                        NaN</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 </th>\n",
       "      <td>                         Amnesty International</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                      Amnesty International</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5 </th>\n",
       "      <td>                        Anti-Defamation League</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>                                        adl</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6 </th>\n",
       "      <td>                                  Anti-War.com</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                               anti-war.com</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7 </th>\n",
       "      <td>                                  Avraham Sela</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>                                       Sela</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8 </th>\n",
       "      <td>                                      B'tselem</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                    btselem</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9 </th>\n",
       "      <td>                                   Edward Said</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                       Said</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>              Foundation for Middle East Peace</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                       fmep</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>                                        gov.il</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>                                     gov.il</td>\n",
       "      <td>                                Israeli government</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>                                        gov.ps</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                     gov.ps</td>\n",
       "      <td>                             Palestinian Authority</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>                            Human Rights Watch</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                    hrw.org</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td> Intelligence and Terrorism Information Center</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td> terrorism-info.org.il, intelligence.org.il</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>                                Jerusalem Post</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>                                      jpost</td>\n",
       "      <td>                     Arab-Israeli Conflict section</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>                                Jewish Journal</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>                              jewishjournal</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>                        Jewish Virtual Library</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>                       jewishvirtuallibrary</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>                                         Ma'an</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                       Maan</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>                                Menachem Klein</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>                                      Klein</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>                                Mossawa Center</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                    mossawa</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>                            Norman Finkelstein</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                Finkelstein</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>                           Palestine Chronicle</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                         palestinechronicle</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>                             Palestine Monitor</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                           palestinemonitor</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>     Palestinian Human Rights Monitoring Group</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                      phrmg</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>                                      Qumsiyeh</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>                                   qumsiyeh</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>                                      Ynetnews</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>                                   ynetnews</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>                            Zionism-Israel.com</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>                         zionism-israel.com</td>\n",
       "      <td>                                               NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             name  perspective  \\\n",
       "0                                        Al-Ahram  Palestinian   \n",
       "1                                          Al-Haq  Palestinian   \n",
       "2                                    Aloni Shlomo      Israeli   \n",
       "3                        American Jewish Congress      Israeli   \n",
       "4                           Amnesty International  Palestinian   \n",
       "5                          Anti-Defamation League      Israeli   \n",
       "6                                    Anti-War.com  Palestinian   \n",
       "7                                    Avraham Sela      Israeli   \n",
       "8                                        B'tselem  Palestinian   \n",
       "9                                     Edward Said  Palestinian   \n",
       "10               Foundation for Middle East Peace  Palestinian   \n",
       "11                                         gov.il      Israeli   \n",
       "12                                         gov.ps  Palestinian   \n",
       "13                             Human Rights Watch  Palestinian   \n",
       "14  Intelligence and Terrorism Information Center      Israeli   \n",
       "15                                 Jerusalem Post      Israeli   \n",
       "16                                 Jewish Journal      Israeli   \n",
       "17                         Jewish Virtual Library      Israeli   \n",
       "18                                          Ma'an  Palestinian   \n",
       "19                                 Menachem Klein      Israeli   \n",
       "20                                 Mossawa Center  Palestinian   \n",
       "21                             Norman Finkelstein  Palestinian   \n",
       "22                            Palestine Chronicle  Palestinian   \n",
       "23                              Palestine Monitor  Palestinian   \n",
       "24      Palestinian Human Rights Monitoring Group  Palestinian   \n",
       "25                                       Qumsiyeh  Palestinian   \n",
       "26                                       Ynetnews      Israeli   \n",
       "27                             Zionism-Israel.com      Israeli   \n",
       "\n",
       "                                        marker  \\\n",
       "0                                     al-ahram   \n",
       "1                                        alhaq   \n",
       "2                                       Shlomo   \n",
       "3                                          NaN   \n",
       "4                        Amnesty International   \n",
       "5                                          adl   \n",
       "6                                 anti-war.com   \n",
       "7                                         Sela   \n",
       "8                                      btselem   \n",
       "9                                         Said   \n",
       "10                                        fmep   \n",
       "11                                      gov.il   \n",
       "12                                      gov.ps   \n",
       "13                                     hrw.org   \n",
       "14  terrorism-info.org.il, intelligence.org.il   \n",
       "15                                       jpost   \n",
       "16                               jewishjournal   \n",
       "17                        jewishvirtuallibrary   \n",
       "18                                        Maan   \n",
       "19                                       Klein   \n",
       "20                                     mossawa   \n",
       "21                                 Finkelstein   \n",
       "22                          palestinechronicle   \n",
       "23                            palestinemonitor   \n",
       "24                                       phrmg   \n",
       "25                                    qumsiyeh   \n",
       "26                                    ynetnews   \n",
       "27                          zionism-israel.com   \n",
       "\n",
       "                                                notes  \n",
       "0                                                 NaN  \n",
       "1                                                 NaN  \n",
       "2   All about Israeli warfare, which is more of a ...  \n",
       "3                                                 NaN  \n",
       "4                                                 NaN  \n",
       "5                                                 NaN  \n",
       "6                                                 NaN  \n",
       "7                                                 NaN  \n",
       "8                                                 NaN  \n",
       "9                                                 NaN  \n",
       "10                                                NaN  \n",
       "11                                 Israeli government  \n",
       "12                              Palestinian Authority  \n",
       "13                                                NaN  \n",
       "14                                                NaN  \n",
       "15                      Arab-Israeli Conflict section  \n",
       "16                                                NaN  \n",
       "17                                                NaN  \n",
       "18                                                NaN  \n",
       "19                                                NaN  \n",
       "20                                                NaN  \n",
       "21                                                NaN  \n",
       "22                                                NaN  \n",
       "23                                                NaN  \n",
       "24                                                NaN  \n",
       "25                                                NaN  \n",
       "26                                                NaN  \n",
       "27                                                NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "src_bias = pd.read_csv('/home/michael/school/research/wp/wikipedia/data/biased_sources.csv')\n",
    "src_bias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Al-Haq'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "src_bias.iloc[1]['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outrows = []\n",
    "inpath = '/home/michael/software/svdfeature-1.2.2/demo/basicMF/itemvecs.txt'\n",
    "with open(inpath) as f:\n",
    "    for line in f.read().splitlines():\n",
    "        parts = line.split('\\t')\n",
    "        iid = int(parts[0])\n",
    "        ivec = [float(val) for val in parts[1].split()]\n",
    "        row = [src_bias.iloc[iid]['name'], src_bias.iloc[iid]['perspective']] + ivec\n",
    "        outrows.append(row)\n",
    "len(outrows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0 </th>\n",
       "      <td>                                        Al-Haq</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>-0.085043</td>\n",
       "      <td> 1.467711</td>\n",
       "      <td>  0.156133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 </th>\n",
       "      <td>                                  Aloni Shlomo</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>-0.350425</td>\n",
       "      <td> 1.417942</td>\n",
       "      <td>  0.254023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 </th>\n",
       "      <td>                      American Jewish Congress</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>-0.337674</td>\n",
       "      <td> 1.358214</td>\n",
       "      <td>  0.266904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 </th>\n",
       "      <td>                         Amnesty International</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>-0.216484</td>\n",
       "      <td> 1.103188</td>\n",
       "      <td> -0.014333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 </th>\n",
       "      <td>                        Anti-Defamation League</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>-0.335114</td>\n",
       "      <td> 1.200055</td>\n",
       "      <td>  0.473124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5 </th>\n",
       "      <td>                                  Anti-War.com</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>-0.371124</td>\n",
       "      <td> 1.471632</td>\n",
       "      <td>  0.304719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6 </th>\n",
       "      <td>                                  Avraham Sela</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>-0.918533</td>\n",
       "      <td> 2.026936</td>\n",
       "      <td>  0.239069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7 </th>\n",
       "      <td>                                      B'tselem</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>-0.055681</td>\n",
       "      <td> 1.267652</td>\n",
       "      <td>  1.527365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8 </th>\n",
       "      <td>                                   Edward Said</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>-7.558577</td>\n",
       "      <td>-2.684239</td>\n",
       "      <td>  3.012810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9 </th>\n",
       "      <td>              Foundation for Middle East Peace</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>-0.350869</td>\n",
       "      <td> 1.342262</td>\n",
       "      <td>  0.570138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>                                        gov.il</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>-0.499597</td>\n",
       "      <td> 1.476543</td>\n",
       "      <td>  0.530912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>                                        gov.ps</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>-0.379709</td>\n",
       "      <td> 0.793968</td>\n",
       "      <td> -0.463579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>                            Human Rights Watch</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>-0.425455</td>\n",
       "      <td> 1.276505</td>\n",
       "      <td>  0.390551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td> Intelligence and Terrorism Information Center</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td> 2.331068</td>\n",
       "      <td>-2.873075</td>\n",
       "      <td>  4.455562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>                                Jerusalem Post</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>-0.497929</td>\n",
       "      <td> 1.876488</td>\n",
       "      <td>  0.893944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>                                Jewish Journal</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td> 0.412823</td>\n",
       "      <td> 0.399627</td>\n",
       "      <td>  1.046801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>                        Jewish Virtual Library</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>-0.052104</td>\n",
       "      <td> 1.903484</td>\n",
       "      <td>  0.603552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>                                         Ma'an</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>-0.484601</td>\n",
       "      <td> 1.916532</td>\n",
       "      <td>  0.840647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>                                Menachem Klein</td>\n",
       "      <td>     Israeli</td>\n",
       "      <td>-0.524930</td>\n",
       "      <td> 1.965403</td>\n",
       "      <td>  0.917281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>                                Mossawa Center</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td>-0.555193</td>\n",
       "      <td> 1.999202</td>\n",
       "      <td>  0.947545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>                            Norman Finkelstein</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td> 1.670088</td>\n",
       "      <td>-9.533318</td>\n",
       "      <td>-15.379170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>                           Palestine Chronicle</td>\n",
       "      <td> Palestinian</td>\n",
       "      <td> 5.379497</td>\n",
       "      <td>-5.835956</td>\n",
       "      <td>  4.963275</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                0            1         2  \\\n",
       "0                                          Al-Haq  Palestinian -0.085043   \n",
       "1                                    Aloni Shlomo      Israeli -0.350425   \n",
       "2                        American Jewish Congress      Israeli -0.337674   \n",
       "3                           Amnesty International  Palestinian -0.216484   \n",
       "4                          Anti-Defamation League      Israeli -0.335114   \n",
       "5                                    Anti-War.com  Palestinian -0.371124   \n",
       "6                                    Avraham Sela      Israeli -0.918533   \n",
       "7                                        B'tselem  Palestinian -0.055681   \n",
       "8                                     Edward Said  Palestinian -7.558577   \n",
       "9                Foundation for Middle East Peace  Palestinian -0.350869   \n",
       "10                                         gov.il      Israeli -0.499597   \n",
       "11                                         gov.ps  Palestinian -0.379709   \n",
       "12                             Human Rights Watch  Palestinian -0.425455   \n",
       "13  Intelligence and Terrorism Information Center      Israeli  2.331068   \n",
       "14                                 Jerusalem Post      Israeli -0.497929   \n",
       "15                                 Jewish Journal      Israeli  0.412823   \n",
       "16                         Jewish Virtual Library      Israeli -0.052104   \n",
       "17                                          Ma'an  Palestinian -0.484601   \n",
       "18                                 Menachem Klein      Israeli -0.524930   \n",
       "19                                 Mossawa Center  Palestinian -0.555193   \n",
       "20                             Norman Finkelstein  Palestinian  1.670088   \n",
       "21                            Palestine Chronicle  Palestinian  5.379497   \n",
       "\n",
       "           3          4  \n",
       "0   1.467711   0.156133  \n",
       "1   1.417942   0.254023  \n",
       "2   1.358214   0.266904  \n",
       "3   1.103188  -0.014333  \n",
       "4   1.200055   0.473124  \n",
       "5   1.471632   0.304719  \n",
       "6   2.026936   0.239069  \n",
       "7   1.267652   1.527365  \n",
       "8  -2.684239   3.012810  \n",
       "9   1.342262   0.570138  \n",
       "10  1.476543   0.530912  \n",
       "11  0.793968  -0.463579  \n",
       "12  1.276505   0.390551  \n",
       "13 -2.873075   4.455562  \n",
       "14  1.876488   0.893944  \n",
       "15  0.399627   1.046801  \n",
       "16  1.903484   0.603552  \n",
       "17  1.916532   0.840647  \n",
       "18  1.965403   0.917281  \n",
       "19  1.999202   0.947545  \n",
       "20 -9.533318 -15.379170  \n",
       "21 -5.835956   4.963275  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out = pd.DataFrame(outrows)\n",
    "out.to_csv('/home/michael/software/svdfeature-1.2.2/demo/basicMF/src_vecs.csv', index=False, header=False)\n",
    "out"
   ]
  }
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